Sample
pyint-b59ad93a93de-I01
Remove comments and docstrings
Scores
| Method | Score | Scale |
|---|---|---|
| Posnett | 0 | 0–1; higher is more readable |
| Dorn | 0.992 | 0–1; higher is more readable |
| Mi | 0.526 | 0–1; higher is more readable |
| LLOC | 184 | Logical lines; fewer is more readable |
| DeepSeek V4 Pro | 14 | 0–20; mean of three runs |
| GPT-6.1 Sol | 16 | 0–20; mean of three runs |
| BTTF | 0.362 | 0–1; higher is more readable |
Views
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Source regions
Feature contributions
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| Halstead volumeHow much symbolic information the code contains. It combines the total number of operators and values with the number of distinct ones. | 16048.702 | −529.607 |
| Source linesThe number of non-empty source lines. | 393 | +157.2 |
| Byte entropyHow varied the bytes in the source text are. Repeated bytes give a lower value; a more even mixture gives a higher value. | 4.336 | −6.504 |
Intercept 8.87 + feature contributions = -370.042 (log-odds).
Score = sigmoid(-370.042) = 0.
Feature contributions
| Feature | Value | Contribution (log-odds) |
|---|---|---|
| Comment layout frequencyHow frequently the layout switches between lines containing only comments or whitespace and lines containing code. | 393 | −12.879 |
| Indentation frequencyHow rapidly indentation changes from line to line. | 393 | +12.856 |
| Identifier layout (vertical)How rapidly the visual pattern of identifier characters changes from top to bottom. | 392.932 | +5.083 |
| Comment layout (horizontal)How rapidly the visual pattern of comment characters changes from left to right. | 0 | −0.804 |
| Number layout frequencyHow rapidly the number of numeric values per line changes through the code. | 1 | +0.398 |
| Operator visual areaThe share of the code’s visual area occupied by operators such as +, =, and *. | 0.08 | +0.168 |
| Identifier layout (horizontal)How rapidly the visual pattern of identifier characters changes from left to right. It measures spatial frequency, not the meaning of the names. | 86.934 | −0.017 |
Intercept 0.07 + feature contributions = 4.875 (log-odds).
Score = sigmoid(4.875) = 0.992.
| Score | 0.526 |
|---|
| Score | 184 |
|---|
Run 1
The code is well-structured at the class level with clear method names and type hints, indicating professional Flask internals. However, several methods like `register` and `_merge_blueprint_funcs` are very long and contain multiple logical actions, reducing readability. Nesting is moderate but `register` has deep conditional chains. The intent is generally clear, especially for decorators, but complex state-manipulation logic in `register` is hard to follow. Code length is unnecessarily long in some methods, and action granularity is mixed—some lines pack many operations. Reading flow is natural for simple methods but jarring in the large ones. Overall, it's understandable for an experienced Flask developer but could benefit from decomposition into smaller helper methods.
Run 2
The code is moderately readable, with clear method names and type hints, but suffers from several issues. Structure is logical (Flask Blueprint pattern) but some methods like register() and _merge_blueprint_funcs are long and do many things. Nesting is mostly flat except for loops and conditionals, which remain manageable. Clarity of intent is mixed—simple decorators are obvious, but complex logic (e.g., blueprint registration, prefix merging) is less explicit. Code length is acceptable for the file but could be reduced with helper functions. Action granularity often combines multiple actions per line in complex branches, harming readability. Reading flow is natural in simple methods but becomes disjointed in register() and _merge_blueprint_funcs due to dense processing and repetitive patterns. Overall, it reads like a mature framework module: clear for those familiar with Flask internals, but not immediately approachable for newcomers.
Run 3
The code is generally well-structured with clear class organization and type hints, but readability is hindered by several factors. The register method is quite long and contains complex conditional logic that could benefit from extraction into helper methods. Nesting is moderate but manageable. Intent is mostly clear with descriptive method names and docstrings (though some empty docstrings exist). Code length is excessive for certain methods like register() and _merge_blueprint_funcs(). Action granularity is mostly good with one operation per line. Reading flow is natural within methods but jumps between many different concerns. The use of type aliases and imports is clean, though some naming could be more explicit. Overall, it's readable for experienced Flask developers but could be improved with better modularization and more focused methods.
Run 1
Code Structure: Methods are logically grouped around blueprint setup, registration, and application hooks, although register handles several responsibilities. Nesting: Mostly shallow, with moderate branching in registration and a few nested decorator functions. Clarity of intent: Descriptive method names, type annotations, and explicit validation messages communicate purpose well; missing docstrings and unexplained deferred-registration semantics make some behavior harder to understand. Code length: Individual helpers are concise, but repeated template-registration patterns, verbose overloads, and the long register method increase reading effort. Action granularity: Generally one action per statement, though chained setdefault/append calls and nested comprehensions combine operations. Reading flow: Consistent naming and predictable decorator patterns support natural reading; excessive blank whitespace, dense typing declarations, and reliance on external framework types interrupt it.
Run 2
Code Structure: Methods are logically grouped around blueprint setup, registration, and application hooks, with useful helper extraction. Nesting: Most methods are shallow; registration branches, nested decorators, and dictionary comprehensions add moderate complexity. Clarity of intent: Descriptive method names and extensive type annotations communicate purpose, but missing documentation and externally defined types make deferred registration semantics harder to understand. Code length: Individual helpers are concise, although repeated decorator patterns and the lengthy register method increase reading effort. Action granularity: Most statements perform one action; chained setdefault/append calls and registration lambdas compress multiple operations. Reading flow: Initialization followed by registration and hook methods provides a natural progression, but overload declarations, excessive blank whitespace, and switching between immediate and deferred execution occasionally interrupt it.
Run 3
Code Structure: Methods are logically grouped around blueprint initialization, registration, and application hooks, although register handles several responsibilities. Nesting: Most methods are flat; registration branches, nested decorators, and comprehensions introduce moderate complexity. Clarity of intent: Descriptive method names and type annotations communicate purpose, but absent docstrings and externally defined types make deferred registration semantics harder to understand independently. Code length: Individual helpers are concise, but repeated template registration patterns and lengthy registration logic increase overall length. Action granularity: Statements generally perform one action each; chained setdefault/append calls and deferred lambdas compress multiple operations. Reading flow: Consistent naming and predictable decorator patterns support navigation, while excess blank lines, dense overload declarations, and context-dependent callbacks occasionally interrupt the flow.